{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-means clustering for the Iris data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = pd.read_csv('iris.data', names=['Sepal length (cm)', 'Sepal width (cm)', 'Petal length (cm)', 'Petal width (cm)', 'Species'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length (cm)  Sepal width (cm)  Petal length (cm)  Petal width (cm)  \\\n",
       "0                5.1               3.5                1.4               0.2   \n",
       "1                4.9               3.0                1.4               0.2   \n",
       "2                4.7               3.2                1.3               0.2   \n",
       "3                4.6               3.1                1.5               0.2   \n",
       "4                5.0               3.6                1.4               0.2   \n",
       "\n",
       "       Species  \n",
       "0  Iris-setosa  \n",
       "1  Iris-setosa  \n",
       "2  Iris-setosa  \n",
       "3  Iris-setosa  \n",
       "4  Iris-setosa  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'], dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris['Species'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Sepal length (cm)  Sepal width (cm)  Petal length (cm)  \\\n",
       "count         150.000000        150.000000         150.000000   \n",
       "mean            5.843333          3.054000           3.758667   \n",
       "std             0.828066          0.433594           1.764420   \n",
       "min             4.300000          2.000000           1.000000   \n",
       "25%             5.100000          2.800000           1.600000   \n",
       "50%             5.800000          3.000000           4.350000   \n",
       "75%             6.400000          3.300000           5.100000   \n",
       "max             7.900000          4.400000           6.900000   \n",
       "\n",
       "       Petal width (cm)  \n",
       "count        150.000000  \n",
       "mean           1.198667  \n",
       "std            0.763161  \n",
       "min            0.100000  \n",
       "25%            0.300000  \n",
       "50%            1.300000  \n",
       "75%            1.800000  \n",
       "max            2.500000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, hue=\"Species\")\n",
    "g.map_diag(plt.hist, alpha=0.5)\n",
    "g.map_upper(plt.scatter, alpha=0.5, marker='x')\n",
    "g.map_lower(sns.kdeplot, shade=True, shade_lowest=False, alpha=0.3)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Famously, while it's easy to see from theese plots that _Iris setosa_ is linearly separable from the other two species, the _versicolor_ and _virginica_ flowers are not linearly separable. We can see this another way by looking at box plots of the measured attributes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x126c16748>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=2, nrows=2, figsize=(12, 12))\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 0])\n",
    "sns.swarmplot(x=\"Species\", y=\"Sepal length (cm)\", data=iris, color=\".25\", ax=axs[0, 0])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Sepal width (cm)\", data=iris, ax=axs[0, 1])\n",
    "sns.swarmplot(x=\"Species\", y=\"Sepal width (cm)\", data=iris, color=\".25\", ax=axs[0, 1])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Petal length (cm)\", data=iris, ax=axs[1, 0])\n",
    "sns.swarmplot(x=\"Species\", y=\"Petal length (cm)\", data=iris, color=\".25\", ax=axs[1, 0])\n",
    "\n",
    "sns.boxplot(x=\"Species\", y=\"Petal width (cm)\", data=iris, ax=axs[1, 1])\n",
    "sns.swarmplot(x=\"Species\", y=\"Petal width (cm)\", data=iris, color=\".25\", ax=axs[1, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we try to cluster this data using a method such as _k_-means, we'll be unsuccessful. Consider:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=3, n_init=10, n_jobs=None, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sklearn.cluster\n",
    "estimator = sklearn.cluster.KMeans(n_clusters=3)\n",
    "estimator.fit(iris[['Sepal length (cm)', 'Sepal width (cm)', 'Petal length (cm)', 'Petal width (cm)']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris['K-means cluster assignment'] = estimator.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1285f16d8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=3, nrows=3, figsize=(12, 12))\n",
    "\n",
    "sns.scatterplot(x=\"Sepal width (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 0], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal length (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 1], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal width (cm)\", y=\"Sepal length (cm)\", data=iris, ax=axs[0, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "sns.scatterplot(x=\"Petal length (cm)\", y=\"Sepal width (cm)\", data=iris, ax=axs[1, 1], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "sns.scatterplot(x=\"Petal width (cm)\", y=\"Sepal width (cm)\", data=iris, ax=axs[1, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "p = sns.scatterplot(x=\"Petal width (cm)\", y=\"Petal length (cm)\", data=iris, ax=axs[2, 2], hue=\"Species\", style=\"K-means cluster assignment\", legend=False, marker=\"x\", alpha=0.5)\n",
    "\n",
    "axs[1, 0].axis('off')\n",
    "axs[2, 0].axis('off')\n",
    "axs[2, 1].axis('off')\n",
    "\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.lines as mlines\n",
    "\n",
    "palette = sns.color_palette()\n",
    "setosa = mpatches.Patch(color=palette[0], label='Iris setosa', alpha=0.5)\n",
    "versicolor = mpatches.Patch(color=palette[1], label='Iris versicolor', alpha=0.5)\n",
    "virginica = mpatches.Patch(color=palette[2], label='Iris virginica', alpha=0.5)\n",
    "\n",
    "class_0 = mlines.Line2D([], [], marker='o', color='lightgrey', linestyle='None', markersize=10, label='Class 0')\n",
    "class_1 = mlines.Line2D([], [], marker='X', color='lightgrey', linestyle='None', markersize=10, label='Class 1')\n",
    "class_2 = mlines.Line2D([], [], marker='s', color='lightgrey', linestyle='None', markersize=10, label='Class 2')\n",
    "\n",
    "axs[2,0].legend(handles=[setosa, versicolor, virginica, class_0, class_1, class_2])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that _versicolor_ and _virginica_ individuals are incorrectly classified by the _k_-means estimator."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "nbsphinx": {
      "orphan": true
    },
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
